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01/27/2023
A Green(er) World for A.I
As research and practice in artificial intelligence (A.I.) grow in leaps...
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09/12/2022
An Evaluation of Low Overhead Time Series Preprocessing Techniques for Downstream Machine Learning
In this paper we address the application of pre-processing techniques to...
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05/19/2022
Great Power, Great Responsibility: Recommendations for Reducing Energy for Training Language Models
The energy requirements of current natural language processing models co...
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04/12/2022
The MIT Supercloud Workload Classification Challenge
High-Performance Computing (HPC) centers and cloud providers support an ...
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01/28/2022
Benchmarking Resource Usage for Efficient Distributed Deep Learning
Deep learning (DL) workflows demand an ever-increasing budget of compute...
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12/06/2021
Scalable Geometric Deep Learning on Molecular Graphs
Deep learning in molecular and materials sciences is limited by the lack...
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08/04/2021
The MIT Supercloud Dataset
Artificial intelligence (AI) and Machine learning (ML) workloads are an ...
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03/30/2020